Tabular Classification on Adult (F1)
72F1 ScoreXGBoost
Evaluation Results
| Method | Links | |
|---|---|---|
| XGBoost2026.06 | 72 | |
| CatBoost2026.06 | 71.3 | |
| TabM2026.06 | 70.1 | |
| TabPFN(v2.5)2026.06 | 68.9 | |
| TabPFN(v2.0)2026.06 | 67.8 | |
| GPT-OSS-20BEvaluation Protocol=Tri-level Reasoning2026.06 | 66.9 | |
| GPT-OSS-120BEvaluation Protocol=Tri-level Reasoning2026.06 | 66.6 | |
| TLRDBackbone=Qwen3-8B, Teacher Model=GPT-OSS-120B, Evaluation Protocol=Fine-tuned2026.06 | 65.7 | |
| Qwen3-8BEvaluation Protocol=Tri-level Reasoning2026.06 | 65.5 | |
| TLRDBackbone=Gemma 3-12B, Teacher Model=Qwen3-Next-80B, Evaluation Protocol=Fine-tuned2026.06 | 64.8 | |
| TLRDBackbone=Llama 3.1-8B, Teacher Model=GPT-OSS-120B, Evaluation Protocol=Fine-tuned2026.06 | 64.7 | |
| Llama 3.1-8BEvaluation Protocol=Tri-level Reasoning2026.06 | 63.9 | |
| Qwen3-Next-80BEvaluation Protocol=Tri-level Reasoning2026.06 | 63.5 | |
| TLRDBackbone=Gemma 3-12B, Teacher Model=GPT-OSS-120B, Evaluation Protocol=Fine-tuned2026.06 | 63.4 | |
| TLRDBackbone=Llama 3.1-8B, Teacher Model=Qwen3-Next-80B, Evaluation Protocol=Fine-tuned2026.06 | 63.1 | |
| Gemma 3-12BEvaluation Protocol=Tri-level Reasoning2026.06 | 63.1 | |
| TLRDBackbone=Qwen3-8B, Teacher Model=Qwen3-Next-80B, Evaluation Protocol=Fine-tuned2026.06 | 63 | |
| Qwen3-Next-80BEvaluation Protocol=Zero-shot2026.06 | 61.9 | |
| GPT-OSS-120BEvaluation Protocol=Zero-shot2026.06 | 58.2 | |
| GPT-OSS-20BEvaluation Protocol=Zero-shot2026.06 | 57.9 | |
| Qwen3-8BEvaluation Protocol=Zero-shot2026.06 | 57.9 | |
| Gemma 3-12BEvaluation Protocol=Zero-shot2026.06 | 55.1 | |
| Llama 3.1-8BEvaluation Protocol=Zero-shot2026.06 | 51.3 |